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<h1 id="index">索引</h1>

<div class="genindex-jumpbox">
 <a href="#符号"><strong>符号</strong></a>
 | <a href="#A"><strong>A</strong></a>
 | <a href="#B"><strong>B</strong></a>
 | <a href="#C"><strong>C</strong></a>
 | <a href="#D"><strong>D</strong></a>
 | <a href="#E"><strong>E</strong></a>
 | <a href="#F"><strong>F</strong></a>
 | <a href="#G"><strong>G</strong></a>
 | <a href="#H"><strong>H</strong></a>
 | <a href="#I"><strong>I</strong></a>
 | <a href="#J"><strong>J</strong></a>
 | <a href="#K"><strong>K</strong></a>
 | <a href="#L"><strong>L</strong></a>
 | <a href="#M"><strong>M</strong></a>
 | <a href="#N"><strong>N</strong></a>
 | <a href="#O"><strong>O</strong></a>
 | <a href="#P"><strong>P</strong></a>
 | <a href="#Q"><strong>Q</strong></a>
 | <a href="#R"><strong>R</strong></a>
 | <a href="#S"><strong>S</strong></a>
 | <a href="#T"><strong>T</strong></a>
 | <a href="#U"><strong>U</strong></a>
 | <a href="#V"><strong>V</strong></a>
 | <a href="#X"><strong>X</strong></a>
 | <a href="#模"><strong>模</strong></a>
 
</div>
<h2 id="符号">符号</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li>
    --allow-websocket-origin &lt;BOKEH_ALLOW_WEBSOCKET_ORIGINS&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-allow-websocket-origin">optuna-dashboard command line option</a>
</li>
      </ul></li>
      <li>
    --column COLUMN

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-c">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    --debug

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-debug">optuna command line option</a>
</li>
      </ul></li>
      <li>
    --direction &lt;DIRECTION&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-create-study-direction">optuna-create-study command line option</a>
</li>
      </ul></li>
      <li>
    --fit-width

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-fit-width">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    --format &lt;FORMATTER&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-f">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    --key &lt;KEY&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-key">optuna-study-set-user-attr command line option</a>
</li>
      </ul></li>
      <li>
    --log-file &lt;LOG_FILE&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-log-file">optuna command line option</a>
</li>
      </ul></li>
      <li>
    --max-width &lt;integer&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-max-width">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    --n-jobs &lt;N_JOBS&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-n-jobs">optuna-study-optimize command line option</a>
</li>
      </ul></li>
      <li>
    --n-trials &lt;N_TRIALS&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-n-trials">optuna-study-optimize command line option</a>
</li>
      </ul></li>
      <li>
    --noindent

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-noindent">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    --out &lt;OUT&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-out">optuna-dashboard command line option</a>
</li>
      </ul></li>
      <li>
    --print-empty

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-print-empty">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    --quiet

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-q">optuna command line option</a>
</li>
      </ul></li>
      <li>
    --quote &lt;QUOTE_MODE&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-quote">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    --skip-if-exists

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-create-study-skip-if-exists">optuna-create-study command line option</a>
</li>
      </ul></li>
      <li>
    --sort-column SORT_COLUMN

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-sort-column">optuna-studies command line option</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li>
    --storage &lt;STORAGE&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-storage">optuna command line option</a>
</li>
      </ul></li>
      <li>
    --study &lt;STUDY&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-study">optuna-dashboard command line option</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-study">optuna-study-optimize command line option</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-study">optuna-study-set-user-attr command line option</a>
</li>
      </ul></li>
      <li>
    --study-name &lt;STUDY_NAME&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-create-study-study-name">optuna-create-study command line option</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-study-name">optuna-dashboard command line option</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-delete-study-study-name">optuna-delete-study command line option</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-study-name">optuna-study-optimize command line option</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-study-name">optuna-study-set-user-attr command line option</a>
</li>
      </ul></li>
      <li>
    --timeout &lt;TIMEOUT&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-timeout">optuna-study-optimize command line option</a>
</li>
      </ul></li>
      <li>
    --value &lt;VALUE&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-value">optuna-study-set-user-attr command line option</a>
</li>
      </ul></li>
      <li>
    --verbose

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-v">optuna command line option</a>
</li>
      </ul></li>
      <li>
    --version

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-version">optuna command line option</a>
</li>
      </ul></li>
      <li>
    -c COLUMN

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-c">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    -f &lt;FORMATTER&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-f">optuna-studies command line option</a>
</li>
      </ul></li>
      <li>
    -k &lt;KEY&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-key">optuna-study-set-user-attr command line option</a>
</li>
      </ul></li>
      <li>
    -o &lt;OUT&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-out">optuna-dashboard command line option</a>
</li>
      </ul></li>
      <li>
    -q

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-q">optuna command line option</a>
</li>
      </ul></li>
      <li>
    -v

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-v">optuna command line option</a>
</li>
      </ul></li>
      <li>
    -v &lt;VALUE&gt;

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-value">optuna-study-set-user-attr command line option</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="A">A</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.AllenNLPExecutor">AllenNLPExecutor (optuna.integration 中的类)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="B">B</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/samplers.html#optuna.multi_objective.samplers.BaseMultiObjectiveSampler">BaseMultiObjectiveSampler (optuna.multi_objective.samplers 中的类)</a>
</li>
      <li><a href="reference/pruners.html#optuna.pruners.BasePruner">BasePruner (optuna.pruners 中的类)</a>
</li>
      <li><a href="reference/samplers.html#optuna.samplers.BaseSampler">BaseSampler (optuna.samplers 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTuner.best_booster">best_booster() (optuna.integration.lightgbm.LightGBMTuner property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.best_index_">best_index_() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTuner.best_params">best_params() (optuna.integration.lightgbm.LightGBMTuner property)</a>

      <ul>
        <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTunerCV.best_params">(optuna.integration.lightgbm.LightGBMTunerCV property)</a>
</li>
        <li><a href="reference/study.html#optuna.study.Study.best_params">(optuna.study.Study property)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.best_params_">best_params_() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTuner.best_score">best_score() (optuna.integration.lightgbm.LightGBMTuner property)</a>

      <ul>
        <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTunerCV.best_score">(optuna.integration.lightgbm.LightGBMTunerCV property)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.best_score_">best_score_() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/structs.html#optuna.structs.StudySummary.best_trial">best_trial (optuna.structs.StudySummary 属性)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudySummary.best_trial">(optuna.study.StudySummary 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/study.html#optuna.study.Study.best_trial">best_trial() (optuna.study.Study property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.best_trial_">best_trial_() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/study.html#optuna.study.Study.best_value">best_value() (optuna.study.Study property)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="C">C</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/samplers.html#optuna.samplers.IntersectionSearchSpace.calculate">calculate() (optuna.samplers.IntersectionSearchSpace 方法)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.CategoricalDistribution">CategoricalDistribution (optuna.distributions 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.ChainerMNStudy">ChainerMNStudy (optuna.integration 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.ChainerPruningExtension">ChainerPruningExtension (optuna.integration 中的类)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.check_distribution_compatibility">check_distribution_compatibility() (在 optuna.distributions 模块中)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.CategoricalDistribution.choices">choices (optuna.distributions.CategoricalDistribution 属性)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.classes_">classes_() (optuna.integration.OptunaSearchCV property)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/exceptions.html#optuna.exceptions.CLIUsageError">CLIUsageError (optuna.exceptions 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.CmaEsSampler">CmaEsSampler (optuna.integration 中的类)</a>

      <ul>
        <li><a href="reference/samplers.html#optuna.samplers.CmaEsSampler">(optuna.samplers 中的类)</a>
</li>
      </ul></li>
      <li><a href="reference/structs.html#optuna.structs.TrialState.COMPLETE">COMPLETE (optuna.structs.TrialState 属性)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.TrialState.COMPLETE">(optuna.trial.TrialState 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/core.html#optuna.create_study">create_study() (在 optuna 模块中)</a>

      <ul>
        <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.create_study">(在 optuna.multi_objective.study 模块中)</a>
</li>
        <li><a href="reference/study.html#optuna.study.create_study">(在 optuna.study 模块中)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="D">D</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.datetime_complete">datetime_complete (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>

      <ul>
        <li><a href="reference/structs.html#optuna.structs.FrozenTrial.datetime_complete">(optuna.structs.FrozenTrial 属性)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.datetime_complete">(optuna.trial.FrozenTrial 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.datetime_start">datetime_start (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>

      <ul>
        <li><a href="reference/structs.html#optuna.structs.FrozenTrial.datetime_start">(optuna.structs.FrozenTrial 属性)</a>
</li>
        <li><a href="reference/structs.html#optuna.structs.StudySummary.datetime_start">(optuna.structs.StudySummary 属性)</a>
</li>
        <li><a href="reference/study.html#optuna.study.StudySummary.datetime_start">(optuna.study.StudySummary 属性)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.datetime_start">(optuna.trial.FrozenTrial 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.datetime_start">datetime_start() (optuna.multi_objective.trial.MultiObjectiveTrial property)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.datetime_start">(optuna.trial.Trial property)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.decision_function">decision_function() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/core.html#optuna.delete_study">delete_study() (在 optuna 模块中)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.delete_study">(在 optuna.study 模块中)</a>
</li>
      </ul></li>
      <li><a href="reference/structs.html#optuna.structs.StudySummary.direction">direction (optuna.structs.StudySummary 属性)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudySummary.direction">(optuna.study.StudySummary 属性)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/study.html#optuna.study.Study.direction">direction() (optuna.study.Study property)</a>
</li>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.directions">directions() (optuna.multi_objective.study.MultiObjectiveStudy property)</a>
</li>
      <li><a href="reference/logging.html#optuna.logging.disable_default_handler">disable_default_handler() (在 optuna.logging 模块中)</a>
</li>
      <li><a href="reference/logging.html#optuna.logging.disable_propagation">disable_propagation() (在 optuna.logging 模块中)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.DiscreteUniformDistribution">DiscreteUniformDistribution (optuna.distributions 中的类)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.distribution_to_json">distribution_to_json() (在 optuna.distributions 模块中)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.distributions">distributions (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.distributions">distributions() (optuna.multi_objective.trial.MultiObjectiveTrial property)</a>

      <ul>
        <li><a href="reference/structs.html#optuna.structs.FrozenTrial.distributions">(optuna.structs.FrozenTrial property)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.distributions">(optuna.trial.FrozenTrial property)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.Trial.distributions">(optuna.trial.Trial property)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.allennlp.dump_best_config">dump_best_config() (在 optuna.integration.allennlp 模块中)</a>
</li>
      <li><a href="reference/exceptions.html#optuna.exceptions.DuplicatedStudyError">DuplicatedStudyError (optuna.exceptions 中的类)</a>
</li>
      <li><a href="reference/structs.html#optuna.structs.FrozenTrial.duration">duration() (optuna.structs.FrozenTrial property)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.duration">(optuna.trial.FrozenTrial property)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="E">E</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/logging.html#optuna.logging.enable_default_handler">enable_default_handler() (在 optuna.logging 模块中)</a>
</li>
      <li><a href="reference/logging.html#optuna.logging.enable_propagation">enable_propagation() (在 optuna.logging 模块中)</a>
</li>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.enqueue_trial">enqueue_trial() (optuna.multi_objective.study.MultiObjectiveStudy 方法)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.Study.enqueue_trial">(optuna.study.Study 方法)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/importance.html#optuna.importance.FanovaImportanceEvaluator.evaluate">evaluate() (optuna.importance.FanovaImportanceEvaluator 方法)</a>

      <ul>
        <li><a href="reference/importance.html#optuna.importance.MeanDecreaseImpurityImportanceEvaluator.evaluate">(optuna.importance.MeanDecreaseImpurityImportanceEvaluator 方法)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="F">F</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/structs.html#optuna.structs.TrialState.FAIL">FAIL (optuna.structs.TrialState 属性)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.TrialState.FAIL">(optuna.trial.TrialState 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/importance.html#optuna.importance.FanovaImportanceEvaluator">FanovaImportanceEvaluator (optuna.importance 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.FastAIPruningCallback">FastAIPruningCallback (optuna.integration 中的类)</a>
</li>
      <li>
    file

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-arg-file">optuna-study-optimize command line option</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.fit">fit() (optuna.integration.OptunaSearchCV 方法)</a>
</li>
      <li><a href="reference/trial.html#optuna.trial.FixedTrial">FixedTrial (optuna.trial 中的类)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial">FrozenMultiObjectiveTrial (optuna.multi_objective.trial 中的类)</a>
</li>
      <li><a href="reference/structs.html#optuna.structs.FrozenTrial">FrozenTrial (optuna.structs 中的类)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial">(optuna.trial 中的类)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="G">G</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/core.html#optuna.get_all_study_summaries">get_all_study_summaries() (在 optuna 模块中)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.get_all_study_summaries">(在 optuna.study 模块中)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTuner.get_best_booster">get_best_booster() (optuna.integration.lightgbm.LightGBMTuner 方法)</a>
</li>
      <li><a href="reference/importance.html#optuna.importance.get_param_importances">get_param_importances() (在 optuna.importance 模块中)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.get_pareto_front_trials">get_pareto_front_trials() (optuna.multi_objective.study.MultiObjectiveStudy 方法)</a>
</li>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.get_trials">get_trials() (optuna.multi_objective.study.MultiObjectiveStudy 方法)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.Study.get_trials">(optuna.study.Study 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/logging.html#optuna.logging.get_verbosity">get_verbosity() (在 optuna.logging 模块中)</a>
</li>
      <li><a href="reference/samplers.html#optuna.samplers.GridSampler">GridSampler (optuna.samplers 中的类)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="H">H</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/distributions.html#optuna.distributions.DiscreteUniformDistribution.high">high (optuna.distributions.DiscreteUniformDistribution 属性)</a>

      <ul>
        <li><a href="reference/distributions.html#optuna.distributions.IntLogUniformDistribution.high">(optuna.distributions.IntLogUniformDistribution 属性)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.IntUniformDistribution.high">(optuna.distributions.IntUniformDistribution 属性)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.LogUniformDistribution.high">(optuna.distributions.LogUniformDistribution 属性)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.UniformDistribution.high">(optuna.distributions.UniformDistribution 属性)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/pruners.html#optuna.pruners.HyperbandPruner">HyperbandPruner (optuna.pruners 中的类)</a>
</li>
      <li><a href="reference/samplers.html#optuna.samplers.TPESampler.hyperopt_parameters">hyperopt_parameters() (optuna.samplers.TPESampler 静态方法)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="I">I</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/samplers.html#optuna.multi_objective.samplers.BaseMultiObjectiveSampler.infer_relative_search_space">infer_relative_search_space() (optuna.multi_objective.samplers.BaseMultiObjectiveSampler 方法)</a>

      <ul>
        <li><a href="reference/samplers.html#optuna.samplers.BaseSampler.infer_relative_search_space">(optuna.samplers.BaseSampler 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.intermediate_values">intermediate_values (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>

      <ul>
        <li><a href="reference/structs.html#optuna.structs.FrozenTrial.intermediate_values">(optuna.structs.FrozenTrial 属性)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.intermediate_values">(optuna.trial.FrozenTrial 属性)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/samplers.html#optuna.samplers.intersection_search_space">intersection_search_space() (在 optuna.samplers 模块中)</a>
</li>
      <li><a href="reference/samplers.html#optuna.samplers.IntersectionSearchSpace">IntersectionSearchSpace (optuna.samplers 中的类)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.IntLogUniformDistribution">IntLogUniformDistribution (optuna.distributions 中的类)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.IntUniformDistribution">IntUniformDistribution (optuna.distributions 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.inverse_transform">inverse_transform() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/visualization.html#optuna.visualization.is_available">is_available() (在 optuna.visualization 模块中)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="J">J</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/distributions.html#optuna.distributions.json_to_distribution">json_to_distribution() (在 optuna.distributions 模块中)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="K">K</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.KerasPruningCallback">KerasPruningCallback (optuna.integration 中的类)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="L">L</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.LightGBMPruningCallback">LightGBMPruningCallback (optuna.integration 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTuner">LightGBMTuner (optuna.integration.lightgbm 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTunerCV">LightGBMTunerCV (optuna.integration.lightgbm 中的类)</a>
</li>
      <li><a href="reference/core.html#optuna.load_study">load_study() (在 optuna 模块中)</a>

      <ul>
        <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.load_study">(在 optuna.multi_objective.study 模块中)</a>
</li>
        <li><a href="reference/study.html#optuna.study.load_study">(在 optuna.study 模块中)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/distributions.html#optuna.distributions.LogUniformDistribution">LogUniformDistribution (optuna.distributions 中的类)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.DiscreteUniformDistribution.low">low (optuna.distributions.DiscreteUniformDistribution 属性)</a>

      <ul>
        <li><a href="reference/distributions.html#optuna.distributions.IntLogUniformDistribution.low">(optuna.distributions.IntLogUniformDistribution 属性)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.IntUniformDistribution.low">(optuna.distributions.IntUniformDistribution 属性)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.LogUniformDistribution.low">(optuna.distributions.LogUniformDistribution 属性)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.UniformDistribution.low">(optuna.distributions.UniformDistribution 属性)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="M">M</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/structs.html#optuna.structs.StudyDirection.MAXIMIZE">MAXIMIZE (optuna.structs.StudyDirection 属性)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudyDirection.MAXIMIZE">(optuna.study.StudyDirection 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/importance.html#optuna.importance.MeanDecreaseImpurityImportanceEvaluator">MeanDecreaseImpurityImportanceEvaluator (optuna.importance 中的类)</a>
</li>
      <li><a href="reference/pruners.html#optuna.pruners.MedianPruner">MedianPruner (optuna.pruners 中的类)</a>
</li>
      <li>
    method

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-arg-method">optuna-study-optimize command line option</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/structs.html#optuna.structs.StudyDirection.MINIMIZE">MINIMIZE (optuna.structs.StudyDirection 属性)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudyDirection.MINIMIZE">(optuna.study.StudyDirection 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.MLflowCallback">MLflowCallback (optuna.integration 中的类)</a>
</li>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy">MultiObjectiveStudy (optuna.multi_objective.study 中的类)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial">MultiObjectiveTrial (optuna.multi_objective.trial 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.MXNetPruningCallback">MXNetPruningCallback (optuna.integration 中的类)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="N">N</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.n_objectives">n_objectives() (optuna.multi_objective.study.MultiObjectiveStudy property)</a>
</li>
      <li><a href="reference/structs.html#optuna.structs.StudySummary.n_trials">n_trials (optuna.structs.StudySummary 属性)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudySummary.n_trials">(optuna.study.StudySummary 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.n_trials_">n_trials_() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/pruners.html#optuna.pruners.NopPruner">NopPruner (optuna.pruners 中的类)</a>
</li>
      <li><a href="reference/structs.html#optuna.structs.StudyDirection.NOT_SET">NOT_SET (optuna.structs.StudyDirection 属性)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudyDirection.NOT_SET">(optuna.study.StudyDirection 属性)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/samplers.html#optuna.multi_objective.samplers.NSGAIIMultiObjectiveSampler">NSGAIIMultiObjectiveSampler (optuna.multi_objective.samplers 中的类)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.number">number (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>

      <ul>
        <li><a href="reference/structs.html#optuna.structs.FrozenTrial.number">(optuna.structs.FrozenTrial 属性)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.number">(optuna.trial.FrozenTrial 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.number">number() (optuna.multi_objective.trial.MultiObjectiveTrial property)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.number">(optuna.trial.Trial property)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="O">O</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.ChainerMNStudy.optimize">optimize() (optuna.integration.ChainerMNStudy 方法)</a>

      <ul>
        <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.optimize">(optuna.multi_objective.study.MultiObjectiveStudy 方法)</a>
</li>
        <li><a href="reference/study.html#optuna.study.Study.optimize">(optuna.study.Study 方法)</a>
</li>
      </ul></li>
      <li>
    optuna

      <ul>
        <li><a href="reference/core.html#module-optuna">模块</a>
</li>
      </ul></li>
      <li>
    optuna command line option

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-debug">--debug</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-log-file">--log-file &lt;LOG_FILE&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-q">--quiet</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-storage">--storage &lt;STORAGE&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-v">--verbose</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-version">--version</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-q">-q</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-v">-v</a>
</li>
      </ul></li>
      <li>
    optuna-create-study command line option

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-create-study-direction">--direction &lt;DIRECTION&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-create-study-skip-if-exists">--skip-if-exists</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-create-study-study-name">--study-name &lt;STUDY_NAME&gt;</a>
</li>
      </ul></li>
      <li>
    optuna-dashboard command line option

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-allow-websocket-origin">--allow-websocket-origin &lt;BOKEH_ALLOW_WEBSOCKET_ORIGINS&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-out">--out &lt;OUT&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-study">--study &lt;STUDY&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-study-name">--study-name &lt;STUDY_NAME&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-dashboard-out">-o &lt;OUT&gt;</a>
</li>
      </ul></li>
      <li>
    optuna-delete-study command line option

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-delete-study-study-name">--study-name &lt;STUDY_NAME&gt;</a>
</li>
      </ul></li>
      <li>
    optuna-studies command line option

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-c">--column COLUMN</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-fit-width">--fit-width</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-f">--format &lt;FORMATTER&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-max-width">--max-width &lt;integer&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-noindent">--noindent</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-print-empty">--print-empty</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-quote">--quote &lt;QUOTE_MODE&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-sort-column">--sort-column SORT_COLUMN</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-c">-c COLUMN</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-studies-f">-f &lt;FORMATTER&gt;</a>
</li>
      </ul></li>
      <li>
    optuna-study-optimize command line option

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-n-jobs">--n-jobs &lt;N_JOBS&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-n-trials">--n-trials &lt;N_TRIALS&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-study">--study &lt;STUDY&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-study-name">--study-name &lt;STUDY_NAME&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-timeout">--timeout &lt;TIMEOUT&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-arg-file">file</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-optimize-arg-method">method</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li>
    optuna-study-set-user-attr command line option

      <ul>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-key">--key &lt;KEY&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-study">--study &lt;STUDY&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-study-name">--study-name &lt;STUDY_NAME&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-value">--value &lt;VALUE&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-key">-k &lt;KEY&gt;</a>
</li>
        <li><a href="reference/cli.html#cmdoption-optuna-study-set-user-attr-value">-v &lt;VALUE&gt;</a>
</li>
      </ul></li>
      <li>
    optuna.distributions

      <ul>
        <li><a href="reference/distributions.html#module-optuna.distributions">模块</a>
</li>
      </ul></li>
      <li>
    optuna.exceptions

      <ul>
        <li><a href="reference/exceptions.html#module-optuna.exceptions">模块</a>
</li>
      </ul></li>
      <li>
    optuna.importance

      <ul>
        <li><a href="reference/importance.html#module-optuna.importance">模块</a>
</li>
      </ul></li>
      <li>
    optuna.integration

      <ul>
        <li><a href="reference/integration.html#module-optuna.integration">模块</a>
</li>
      </ul></li>
      <li>
    optuna.logging

      <ul>
        <li><a href="reference/logging.html#module-optuna.logging">模块</a>
</li>
      </ul></li>
      <li>
    optuna.multi_objective

      <ul>
        <li><a href="reference/multi_objective/index.html#module-optuna.multi_objective">模块</a>
</li>
      </ul></li>
      <li>
    optuna.multi_objective.samplers

      <ul>
        <li><a href="reference/multi_objective/samplers.html#module-optuna.multi_objective.samplers">模块</a>
</li>
      </ul></li>
      <li>
    optuna.multi_objective.study

      <ul>
        <li><a href="reference/multi_objective/study.html#module-optuna.multi_objective.study">模块</a>
</li>
      </ul></li>
      <li>
    optuna.multi_objective.trial

      <ul>
        <li><a href="reference/multi_objective/trial.html#module-optuna.multi_objective.trial">模块</a>
</li>
      </ul></li>
      <li>
    optuna.multi_objective.visualization

      <ul>
        <li><a href="reference/multi_objective/visualization.html#module-optuna.multi_objective.visualization">模块</a>
</li>
      </ul></li>
      <li>
    optuna.pruners

      <ul>
        <li><a href="reference/pruners.html#module-optuna.pruners">模块</a>
</li>
      </ul></li>
      <li>
    optuna.samplers

      <ul>
        <li><a href="reference/samplers.html#module-optuna.samplers">模块</a>
</li>
      </ul></li>
      <li>
    optuna.storages

      <ul>
        <li><a href="reference/storages.html#module-optuna.storages">模块</a>
</li>
      </ul></li>
      <li>
    optuna.structs

      <ul>
        <li><a href="reference/structs.html#module-optuna.structs">模块</a>
</li>
      </ul></li>
      <li>
    optuna.study

      <ul>
        <li><a href="reference/study.html#module-optuna.study">模块</a>
</li>
      </ul></li>
      <li>
    optuna.trial

      <ul>
        <li><a href="reference/trial.html#module-optuna.trial">模块</a>
</li>
      </ul></li>
      <li>
    optuna.visualization

      <ul>
        <li><a href="reference/visualization.html#module-optuna.visualization">模块</a>
</li>
      </ul></li>
      <li><a href="reference/exceptions.html#optuna.exceptions.OptunaError">OptunaError (optuna.exceptions 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV">OptunaSearchCV (optuna.integration 中的类)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="P">P</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.params">params (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>

      <ul>
        <li><a href="reference/structs.html#optuna.structs.FrozenTrial.params">(optuna.structs.FrozenTrial 属性)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.params">(optuna.trial.FrozenTrial 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.params">params() (optuna.multi_objective.trial.MultiObjectiveTrial property)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.params">(optuna.trial.Trial property)</a>
</li>
      </ul></li>
      <li><a href="reference/pruners.html#optuna.pruners.PercentilePruner">PercentilePruner (optuna.pruners 中的类)</a>
</li>
      <li><a href="reference/visualization.html#optuna.visualization.plot_contour">plot_contour() (在 optuna.visualization 模块中)</a>
</li>
      <li><a href="reference/visualization.html#optuna.visualization.plot_intermediate_values">plot_intermediate_values() (在 optuna.visualization 模块中)</a>
</li>
      <li><a href="reference/visualization.html#optuna.visualization.plot_optimization_history">plot_optimization_history() (在 optuna.visualization 模块中)</a>
</li>
      <li><a href="reference/visualization.html#optuna.visualization.plot_parallel_coordinate">plot_parallel_coordinate() (在 optuna.visualization 模块中)</a>
</li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/visualization.html#optuna.visualization.plot_param_importances">plot_param_importances() (在 optuna.visualization 模块中)</a>
</li>
      <li><a href="reference/multi_objective/visualization.html#optuna.multi_objective.visualization.plot_pareto_front">plot_pareto_front() (在 optuna.multi_objective.visualization 模块中)</a>
</li>
      <li><a href="reference/visualization.html#optuna.visualization.plot_slice">plot_slice() (在 optuna.visualization 模块中)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.predict">predict() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.predict_log_proba">predict_log_proba() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.predict_proba">predict_proba() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/pruners.html#optuna.pruners.BasePruner.prune">prune() (optuna.pruners.BasePruner 方法)</a>
</li>
      <li><a href="reference/structs.html#optuna.structs.TrialState.PRUNED">PRUNED (optuna.structs.TrialState 属性)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.TrialState.PRUNED">(optuna.trial.TrialState 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.PyTorchIgnitePruningHandler">PyTorchIgnitePruningHandler (optuna.integration 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.PyTorchLightningPruningCallback">PyTorchLightningPruningCallback (optuna.integration 中的类)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="Q">Q</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/distributions.html#optuna.distributions.DiscreteUniformDistribution.q">q (optuna.distributions.DiscreteUniformDistribution 属性)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="R">R</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/samplers.html#optuna.multi_objective.samplers.RandomMultiObjectiveSampler">RandomMultiObjectiveSampler (optuna.multi_objective.samplers 中的类)</a>
</li>
      <li><a href="reference/samplers.html#optuna.samplers.RandomSampler">RandomSampler (optuna.samplers 中的类)</a>
</li>
      <li><a href="reference/storages.html#optuna.storages.RDBStorage">RDBStorage (optuna.storages 中的类)</a>
</li>
      <li><a href="reference/storages.html#optuna.storages.RedisStorage">RedisStorage (optuna.storages 中的类)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.report">report() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.report">(optuna.trial.Trial 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.CmaEsSampler.reseed_rng">reseed_rng() (optuna.integration.CmaEsSampler 方法)</a>

      <ul>
        <li><a href="reference/integration.html#optuna.integration.SkoptSampler.reseed_rng">(optuna.integration.SkoptSampler 方法)</a>
</li>
        <li><a href="reference/samplers.html#optuna.samplers.BaseSampler.reseed_rng">(optuna.samplers.BaseSampler 方法)</a>
</li>
        <li><a href="reference/samplers.html#optuna.samplers.CmaEsSampler.reseed_rng">(optuna.samplers.CmaEsSampler 方法)</a>
</li>
        <li><a href="reference/samplers.html#optuna.samplers.RandomSampler.reseed_rng">(optuna.samplers.RandomSampler 方法)</a>
</li>
        <li><a href="reference/samplers.html#optuna.samplers.TPESampler.reseed_rng">(optuna.samplers.TPESampler 方法)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.AllenNLPExecutor.run">run() (optuna.integration.AllenNLPExecutor 方法)</a>

      <ul>
        <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTuner.run">(optuna.integration.lightgbm.LightGBMTuner 方法)</a>
</li>
        <li><a href="reference/integration.html#optuna.integration.lightgbm.LightGBMTunerCV.run">(optuna.integration.lightgbm.LightGBMTunerCV 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/structs.html#optuna.structs.TrialState.RUNNING">RUNNING (optuna.structs.TrialState 属性)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.TrialState.RUNNING">(optuna.trial.TrialState 属性)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="S">S</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/samplers.html#optuna.multi_objective.samplers.BaseMultiObjectiveSampler.sample_independent">sample_independent() (optuna.multi_objective.samplers.BaseMultiObjectiveSampler 方法)</a>

      <ul>
        <li><a href="reference/samplers.html#optuna.samplers.BaseSampler.sample_independent">(optuna.samplers.BaseSampler 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/samplers.html#optuna.multi_objective.samplers.BaseMultiObjectiveSampler.sample_relative">sample_relative() (optuna.multi_objective.samplers.BaseMultiObjectiveSampler 方法)</a>

      <ul>
        <li><a href="reference/samplers.html#optuna.samplers.BaseSampler.sample_relative">(optuna.samplers.BaseSampler 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.sampler">sampler() (optuna.multi_objective.study.MultiObjectiveStudy property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.score">score() (optuna.integration.OptunaSearchCV 方法)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.score_samples">score_samples() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.set_user_attr">set_user_attr() (optuna.integration.OptunaSearchCV property)</a>

      <ul>
        <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.set_user_attr">(optuna.multi_objective.study.MultiObjectiveStudy 方法)</a>
</li>
        <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.set_user_attr">(optuna.multi_objective.trial.MultiObjectiveTrial 方法)</a>
</li>
        <li><a href="reference/study.html#optuna.study.Study.set_user_attr">(optuna.study.Study 方法)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.Trial.set_user_attr">(optuna.trial.Trial 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/logging.html#optuna.logging.set_verbosity">set_verbosity() (在 optuna.logging 模块中)</a>
</li>
      <li><a href="reference/trial.html#optuna.trial.Trial.should_prune">should_prune() (optuna.trial.Trial 方法)</a>
</li>
      <li><a href="reference/distributions.html#optuna.distributions.CategoricalDistribution.single">single() (optuna.distributions.CategoricalDistribution 方法)</a>

      <ul>
        <li><a href="reference/distributions.html#optuna.distributions.DiscreteUniformDistribution.single">(optuna.distributions.DiscreteUniformDistribution 方法)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.IntLogUniformDistribution.single">(optuna.distributions.IntLogUniformDistribution 方法)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.IntUniformDistribution.single">(optuna.distributions.IntUniformDistribution 方法)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.LogUniformDistribution.single">(optuna.distributions.LogUniformDistribution 方法)</a>
</li>
        <li><a href="reference/distributions.html#optuna.distributions.UniformDistribution.single">(optuna.distributions.UniformDistribution 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.SkoptSampler">SkoptSampler (optuna.integration 中的类)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.state">state (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>

      <ul>
        <li><a href="reference/structs.html#optuna.structs.FrozenTrial.state">(optuna.structs.FrozenTrial 属性)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.state">(optuna.trial.FrozenTrial 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/distributions.html#optuna.distributions.IntLogUniformDistribution.step">step (optuna.distributions.IntLogUniformDistribution 属性)</a>

      <ul>
        <li><a href="reference/distributions.html#optuna.distributions.IntUniformDistribution.step">(optuna.distributions.IntUniformDistribution 属性)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/study.html#optuna.study.Study.stop">stop() (optuna.study.Study 方法)</a>
</li>
      <li><a href="reference/exceptions.html#optuna.exceptions.StorageInternalError">StorageInternalError (optuna.exceptions 中的类)</a>
</li>
      <li><a href="reference/study.html#optuna.study.Study">Study (optuna.study 中的类)</a>
</li>
      <li><a href="reference/structs.html#optuna.structs.StudySummary.study_name">study_name (optuna.structs.StudySummary 属性)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudySummary.study_name">(optuna.study.StudySummary 属性)</a>
</li>
      </ul></li>
      <li><a href="reference/structs.html#optuna.structs.StudyDirection">StudyDirection (optuna.structs 中的类)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudyDirection">(optuna.study 中的类)</a>
</li>
      </ul></li>
      <li><a href="reference/structs.html#optuna.structs.StudySummary">StudySummary (optuna.structs 中的类)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudySummary">(optuna.study 中的类)</a>
</li>
      </ul></li>
      <li><a href="reference/pruners.html#optuna.pruners.SuccessiveHalvingPruner">SuccessiveHalvingPruner (optuna.pruners 中的类)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.suggest_categorical">suggest_categorical() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.suggest_categorical">(optuna.trial.Trial 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.suggest_discrete_uniform">suggest_discrete_uniform() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.suggest_discrete_uniform">(optuna.trial.Trial 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.suggest_float">suggest_float() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.suggest_float">(optuna.trial.Trial 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.suggest_int">suggest_int() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.suggest_int">(optuna.trial.Trial 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.suggest_loguniform">suggest_loguniform() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.suggest_loguniform">(optuna.trial.Trial 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.suggest_uniform">suggest_uniform() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.Trial.suggest_uniform">(optuna.trial.Trial 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/structs.html#optuna.structs.StudySummary.system_attrs">system_attrs (optuna.structs.StudySummary 属性)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.StudySummary.system_attrs">(optuna.study.StudySummary 属性)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="T">T</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.TensorFlowPruningHook">TensorFlowPruningHook (optuna.integration 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.TFKerasPruningCallback">TFKerasPruningCallback (optuna.integration 中的类)</a>
</li>
      <li><a href="reference/pruners.html#optuna.pruners.ThresholdPruner">ThresholdPruner (optuna.pruners 中的类)</a>
</li>
      <li><a href="reference/samplers.html#optuna.samplers.TPESampler">TPESampler (optuna.samplers 中的类)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.lightgbm.train">train() (在 optuna.integration.lightgbm 模块中)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.transform">transform() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/trial.html#optuna.trial.Trial">Trial (optuna.trial 中的类)</a>
</li>
      <li><a href="reference/core.html#optuna.TrialPruned">TrialPruned (optuna 中的类)</a>

      <ul>
        <li><a href="reference/exceptions.html#optuna.exceptions.TrialPruned">(optuna.exceptions 中的类)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.trials">trials() (optuna.multi_objective.study.MultiObjectiveStudy property)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.Study.trials">(optuna.study.Study property)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.trials_">trials_() (optuna.integration.OptunaSearchCV property)</a>
</li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.trials_dataframe">trials_dataframe() (optuna.integration.OptunaSearchCV property)</a>

      <ul>
        <li><a href="reference/study.html#optuna.study.Study.trials_dataframe">(optuna.study.Study 方法)</a>
</li>
      </ul></li>
      <li><a href="reference/structs.html#optuna.structs.TrialState">TrialState (optuna.structs 中的类)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.TrialState">(optuna.trial 中的类)</a>
</li>
      </ul></li>
  </ul></td>
</tr></table>

<h2 id="U">U</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/distributions.html#optuna.distributions.UniformDistribution">UniformDistribution (optuna.distributions 中的类)</a>
</li>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.user_attrs">user_attrs (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>

      <ul>
        <li><a href="reference/structs.html#optuna.structs.FrozenTrial.user_attrs">(optuna.structs.FrozenTrial 属性)</a>
</li>
        <li><a href="reference/structs.html#optuna.structs.StudySummary.user_attrs">(optuna.structs.StudySummary 属性)</a>
</li>
        <li><a href="reference/study.html#optuna.study.StudySummary.user_attrs">(optuna.study.StudySummary 属性)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.user_attrs">(optuna.trial.FrozenTrial 属性)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/study.html#optuna.multi_objective.study.MultiObjectiveStudy.user_attrs">user_attrs() (optuna.multi_objective.study.MultiObjectiveStudy property)</a>

      <ul>
        <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.MultiObjectiveTrial.user_attrs">(optuna.multi_objective.trial.MultiObjectiveTrial property)</a>
</li>
        <li><a href="reference/study.html#optuna.study.Study.user_attrs">(optuna.study.Study property)</a>
</li>
        <li><a href="reference/trial.html#optuna.trial.Trial.user_attrs">(optuna.trial.Trial property)</a>
</li>
      </ul></li>
      <li><a href="reference/integration.html#optuna.integration.OptunaSearchCV.user_attrs_">user_attrs_() (optuna.integration.OptunaSearchCV property)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="V">V</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/structs.html#optuna.structs.FrozenTrial.value">value (optuna.structs.FrozenTrial 属性)</a>

      <ul>
        <li><a href="reference/trial.html#optuna.trial.FrozenTrial.value">(optuna.trial.FrozenTrial 属性)</a>
</li>
      </ul></li>
  </ul></td>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/multi_objective/trial.html#optuna.multi_objective.trial.FrozenMultiObjectiveTrial.values">values (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)</a>
</li>
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<h2 id="X">X</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
  <td style="width: 33%; vertical-align: top;"><ul>
      <li><a href="reference/integration.html#optuna.integration.XGBoostPruningCallback">XGBoostPruningCallback (optuna.integration 中的类)</a>
</li>
  </ul></td>
</tr></table>

<h2 id="模">模</h2>
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      <li>
    模块

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        <li><a href="reference/core.html#module-optuna">optuna</a>
</li>
        <li><a href="reference/distributions.html#module-optuna.distributions">optuna.distributions</a>
</li>
        <li><a href="reference/exceptions.html#module-optuna.exceptions">optuna.exceptions</a>
</li>
        <li><a href="reference/importance.html#module-optuna.importance">optuna.importance</a>
</li>
        <li><a href="reference/integration.html#module-optuna.integration">optuna.integration</a>
</li>
        <li><a href="reference/logging.html#module-optuna.logging">optuna.logging</a>
</li>
        <li><a href="reference/multi_objective/index.html#module-optuna.multi_objective">optuna.multi_objective</a>
</li>
        <li><a href="reference/multi_objective/samplers.html#module-optuna.multi_objective.samplers">optuna.multi_objective.samplers</a>
</li>
        <li><a href="reference/multi_objective/study.html#module-optuna.multi_objective.study">optuna.multi_objective.study</a>
</li>
        <li><a href="reference/multi_objective/trial.html#module-optuna.multi_objective.trial">optuna.multi_objective.trial</a>
</li>
        <li><a href="reference/multi_objective/visualization.html#module-optuna.multi_objective.visualization">optuna.multi_objective.visualization</a>
</li>
        <li><a href="reference/pruners.html#module-optuna.pruners">optuna.pruners</a>
</li>
        <li><a href="reference/samplers.html#module-optuna.samplers">optuna.samplers</a>
</li>
        <li><a href="reference/storages.html#module-optuna.storages">optuna.storages</a>
</li>
        <li><a href="reference/structs.html#module-optuna.structs">optuna.structs</a>
</li>
        <li><a href="reference/study.html#module-optuna.study">optuna.study</a>
</li>
        <li><a href="reference/trial.html#module-optuna.trial">optuna.trial</a>
</li>
        <li><a href="reference/visualization.html#module-optuna.visualization">optuna.visualization</a>
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